Biggest changeResults of Operations Year Ended December 31, 2022 Compared with Year ended December 31, 2021 The following table sets forth our results of operations for each of the periods set forth below: For the Years ended December 31, 2022 2021 Change Revenue $ 2,990,497 $ 2,683,597 $ 306,900 Cost of goods sold 6,043,506 4,774,784 1,268,722 Gross loss (3,053,009 ) (2,091,187 ) (961,822 ) Operating expenses: Research and development 6,845,451 11,449,617 (4,604,166 ) Sales and marketing 1,874,658 2,419,168 (544,510 ) General and administrative 11,503,788 17,168,898 (5,665,110 ) Total operating expenses 20,223,897 31,037,683 (10,813,786 ) Loss from operations (23,276,906 ) (33,128,870 ) 9,851,964 Other income and (expense): Interest Income 182,276 51,768 130,508 Interest expense - (2,312 ) 2,312 Realized gain on marketable securities 160,990 - 160,990 Unrealized loss on marketable securities (1,713 ) - (1,713 ) Net loss $ (22,935,353 ) $ (33,079,414 ) $ 10,144,061 Revenue Revenue was $2.99 million for the year ended December 31, 2022, as compared to $2.68 million for the year ended December 31, 2021, an increase of 11.4%, or $0.31 million.
Biggest changeThe Company is in a loss position, therefore there is no provision for income tax for the years ended December 31, 2023 and 2022. 47 Results of Operations Year Ended December 31, 2023 Compared with Year Ended December 31, 2022 The following table sets forth our results of operations for each of the periods set forth below: Years Ended December 31, 2023 2022 Change Revenue $ 498,917 $ 2,990,497 $ (2,491,580 ) Cost of goods sold 5,133,996 6,043,506 (909,510 ) Gross loss (4,635,079 ) (3,053,009 ) (1,582,070 ) Operating expenses: Research and development 7,418,026 6,845,451 572,575 Sales and marketing 1,721,191 1,874,658 (153,467 ) General and administrative 14,382,132 11,503,788 2,878,344 Total operating expenses 23,521,349 20,223,897 3,297,452 Loss from operations (28,156,428 ) (23,276,906 ) (4,879,522 ) Other income (expense): Interest income 441,443 182,276 259,167 Change in fair value - warrant liability (3,350,320 ) — (3,350,320 ) Change in fair value - derivative liability (4,253,000 ) — (4,253,000 ) Unrealized gain (loss) on marketable securities 215,900 (1,713 ) 217,613 Realized gain on marketable securities 941,950 160,990 780,960 Total other income (expense), net (6,004,027 ) 341,553 (6,345,580 ) Net loss $ (34,160,455 ) $ (22,935,353 ) $ (11,225,102 ) Revenue Revenue was $498,917 for the year ended December 31, 2023, as compared to $2,990,497 for the year ended December 31, 2022, a decrease of 83.3%, or $2,491,580.
In the event we terminate the Linamar MLA prior to its expiration, whether following a change in control or otherwise, we must purchase any remaining raw material inventory, finished goods inventory and work in progress and any unamortized capital equipment used in production and testing of the Products and pay a termination fee of $750,000, subject to certain adjustments.
In the event we terminate the Linamar MLA prior to its expiration, whether following a change in control or otherwise, we must purchase any remaining raw material inventory, finished goods inventory, work in progress and any unamortized capital equipment used in production and testing of the Products and pay a termination fee of $750,000, subject to certain adjustments.
The fair value of each restricted stock grant is based on the fair market value price of common stock on the date of grant, and it is measured and expensed as it vests. We estimate the fair value of stock-based and cash unit awards containing a market condition using a Monte Carlo simulation model.
The fair value of each restricted stock grant is based on the fair market value price of common stock on the date of grant, and it is measured and expensed as the restricted stock vests. We estimate the fair value of stock-based and cash unit awards containing a market condition using a Monte Carlo simulation model.
We expect our research and development expenses to increase in absolute dollars as we continue to invest in new and existing products. Sales and Marketing Expense Sales and marketing expense consists primarily of employee compensation and related expenses, sales commissions, marketing programs, travel and entertainment expenses and allocated overhead.
We expect our research and development expense to increase in absolute dollars as we continue to invest in new and existing products. Sales and Marketing Expense Sales and marketing expense consists primarily of employee compensation and related expenses, sales commissions, marketing programs, travel and entertainment expenses and allocated overhead.
We are subject to a number of risks similar to those of earlier stage commercial companies, including dependence on key individuals and products, the difficulties inherent in the development of a commercial market, the potential need to obtain additional capital, competition from larger companies, other technology companies and other technologies.
We are subject to a number of risks similar to those of earlier stage commercial companies, including dependence on key individuals and products, the difficulties inherent in the development of a commercial market, the potential need to obtain additional capital, and competition from larger companies, other technology companies and other technologies.
Supply Agreement with Gallery Carts During 2020, we entered into a supply agreement with Gallery Carts (“Gallery”), a leading provider of food and beverage kiosks, carts, and mobile storefront solutions. Joint development efforts have led to the launch of the parties’ first all-electric configurable mobile hospitality vehicle for “on-the-go” venues across the United States.
Supply Agreements During 2020, we entered into a supply agreement with Gallery Carts (“Gallery”), a leading provider of food and beverage kiosks, carts, and mobile storefront solutions. Joint development efforts have led to the launch of the parties’ first all-electric configurable mobile hospitality vehicle for “on-the-go” venues across the United States.
Inventory Obsolescence At June 30, 2022, we determined that testing of obsolescence was required for inventory due to the quality of certain purchased components from Cenntro’s lithium-ion (“NCM”) line. 17 vehicles tested in the second quarter of 2022 were determined to have 49 unique failures. An inspection of the remaining NCM units revealed a 100% failure rate.
On June 30, 2022, we determined that testing of obsolescence was required for inventory due to the quality of certain purchased components from Cenntro’s lithium-ion (“NCM”) line. 17 vehicles tested in the second quarter of 2022 were determined to have 49 unique failures. An inspection of the remaining NCM units revealed a 100% failure rate.
At June 30, 2022, we determined that testing of obsolescence was required for inventory due to the quality of NCM components received from Cenntro. 17 vehicles tested in the second quarter of 2022 were determined to have 49 unique failures. An inspection of the remaining NCM units revealed a 100% failure rate.
On June 30, 2022, we determined that testing of obsolescence was required for inventory due to the quality of NCM components received from Cenntro. 17 vehicles tested in the second quarter of 2022 were determined to have 49 unique failures. An inspection of the remaining NCM units revealed a 100% failure rate.
Strategic Review Following the hiring of our current Chief Executive Officer in the third quarter of 2021, we initiated a strategic review of our product development strategy as we focus on creating value within the electric vehicle, last-mile delivery, smart payload and enabling infrastructure markets.
Strategic Review Following the hiring of our former Chief Executive Officer in the third quarter of 2021, we initiated a strategic review of our product development strategy, as we focus on creating value within the electric vehicle, last-mile delivery, smart payload and enabling infrastructure markets.
Pursuant to the MPA, we granted Club Car a right of first refusal for sales of 51% or more of AYRO Operating’s assets or equity interests, which right of first refusal is exercisable for a period of 45 days following delivery of an acquisition notice to Club Car.
Pursuant to the MPA, AYRO Operating granted Club Car a right of first refusal for sales of 51% or more of AYRO Operating’s assets or equity interests, which right of first refusal is exercisable for a period of 45 days following delivery of an acquisition notice to Club Car.
If significant disruptions along these lines continue, this could lead to further significant disruptions in our business, delays in shipments to us and to our vendors and revenue and profitability shortfalls, which could adversely affect our business, prospects, financial condition and operating results.
If significant disruptions along these lines occur or continue, this could lead to further significant disruptions in our business, delays in shipments to us and to our vendors and revenue and profitability shortfalls, which could adversely affect our business, prospects, financial condition and operating results.
This innovative solution permits food, beverage and merchandising operators to bring goods directly to consumers. The configurable Powered Vendor Box, in the rear of the vehicle, features long-life lithium batteries that power the preconfigured hot/cold beverage and food equipment and is directly integrated with the AYRO 411x and will be directly integrated with the Vanish.
This innovative solution permits food, beverage and merchandising operators to bring goods directly to consumers. The configurable Powered Vendor Box, in the rear of the vehicle, features long-life lithium batteries that power the preconfigured hot/cold beverage and food equipment and is directly integrated with the Vanish.
We also agreed to collaborate with Club Car on new products similar to our four-wheeled vehicle and improvements to existing products and granted Club Car a right of first refusal to purchase similar commercial utility vehicles which AYRO Operating may develop during the term of the MPA.
AYRO Operating also agreed to collaborate with Club Car on new products similar to the AYRO 411 Fleet and improvements to existing products and granted Club Car a right of first refusal to purchase similar commercial utility vehicles which AYRO Operating may develop during the term of the MPA.
The anticipated loss of Club Car as a customer, or any significant reduction in purchases by Club Car, could have a material adverse effect on our sales, financial condition and results of operations. 41 Manufacturing Services Agreement with Karma On September 25, 2020, we entered into a Master Manufacturing Services Agreement (the “Karma Agreement”) with Karma, pursuant to which Karma agreed to provide certain manufacturing services for the production of our vehicles.
The loss of Club Car as a customer could have a material adverse effect on our sales, financial condition, and results of operations. 43 Manufacturing Services Agreement with Karma On September 25, 2020, we entered into a Master Manufacturing Services Agreement (the “Karma Agreement”) with Karma, pursuant to which Karma agreed to provide certain manufacturing services for the production of our vehicles.
Our business depends on the continued supply of battery cells and other parts for our vehicles. During 2021 and 2022, we at times experienced supply chain shortages of both lithium-ion battery cells and other critical components used to produce our vehicles, which has slowed our planned production of vehicles.
During 2022 and 2023, we at times experienced supply chain shortages of both lithium-ion battery cells and other critical components used to produce our vehicles, which has slowed our planned production of vehicles.
We import the Products from Linamar in Canada, and we manufacture and assemble the Vanish at our customization, service, and integration facility in Round Rock, Texas. Over 98% of the vehicle assemblies, components, and products are from North American and European sources. Manufacturing Agreement with Cenntro In 2017, AYRO Operating Company, Inc.
We import the Products from Linamar in Canada, and we manufacture and assemble the Vanish at our customization, service, and integration facility in Round Rock, Texas. Over 98% of the vehicle assemblies, components, and products for the Vanish are from North American and European sources.
Stock-based compensation We account for stock-based compensation expense in accordance with Accounting Standards Codification (“ASC”) 718, Compensation—Stock Compensation , which requires the measurement and recognition of compensation expense for share-based awards based on the estimated fair value on the date of grant.
Operating expenses also include allocated overhead costs for facilities and utility costs. 46 Stock-Based Compensation We account for stock-based compensation expense in accordance with Accounting Standards Codification (“ASC”) 718, Compensation—Stock Compensation, which requires the measurement and recognition of compensation expense for share-based awards based on the estimated fair value on the date of grant.
Salaries and personnel-related costs, benefits, and stock-based compensation expense are the most significant components of each category of operating expenses. Operating expenses also include allocated overhead costs for facilities and utility costs.
Salaries and personnel-related costs, benefits, and stock-based compensation expense are the most significant components of each category of operating expenses.
Products AYRO vehicles provide the end user an environmentally friendly alternative to internal combustion engine vehicles (cars powered by gasoline or diesel oil), for light duty uses, including low-speed logistics, maintenance and cargo services, at a lower total cost.
Products Our vehicles provide the end user an environmentally friendly alternative to internal combustion engine vehicles (cars powered by gasoline or diesel oil), for light duty uses, including low-speed logistics, maintenance services, cargo services, and personal/group transport in a quiet, zero emissions vehicle with a lower total cost of ownership.
In partnership with Club Car and in interaction with its substantial dealer network, we have redirected our business development resources towards supporting Club Car’s enterprise and fleet sales function as Club Car proceeds in its new product introduction initiatives.
In partnership with Club Car and in interaction with its dealer network, we directed our business development resources towards supporting Club Car’s enterprise and fleet sales function as Club Car proceeds in its new product introduction initiatives. Substantially all of our sales have historically been to Club Car pursuant to the MPA.
We have not regained compliance as of the date of this report. Manufacturing Agreement with Linamar On July 28, 2022, we partnered with Linamar Corporation (“Linamar”), a Canadian manufacturer, in a manufacturing agreement (the “Linamar MLA”) to provide certain sub assembly and assembly parts, including the cabin frame and skate for the Vanish (collectively, the “Products”).
Final assembly of the Vanish occurs in our Round Rock, Texas facilities. Manufacturing Agreement with Linamar On July 28, 2022, we partnered with Linamar Corporation (“Linamar”), a Canadian manufacturer, in a manufacturing agreement (the “Linamar MLA”) to provide certain sub assembly and assembly parts, including the cabin frame and skate for the Vanish (collectively, the “Products”).
Because these customers may use our products in connection with a variety of projects of different sizes and durations, a customer’s orders for one reporting period generally do not indicate a trend for future orders by that customer. Additionally, order patterns do not necessarily correlate amongst customers.
Customers often specify requested delivery dates that coincide with their need for our vehicles. Because these customers may use our products in connection with a variety of projects of different sizes and durations, a customer’s orders for one reporting period generally do not indicate a trend for future orders by that customer.
Cost of goods sold also includes freight and changes to our warranty reserves. Allocated overhead costs consist of certain facilities and utility costs. We expect cost of revenue to increase in absolute dollars as product revenue increases.
Allocated overhead costs consist of certain facilities and utility costs. We expect the cost of revenue to increase in absolute dollars as product revenue increases.
The global shipping industry is also experiencing unprecedented increases in shipping rates from the trans-Pacific ocean carriers due to various factors, including limited availability of shipping capacity.
The global shipping industry is also experiencing unprecedented increases in shipping rates from the trans-Pacific ocean carriers due to various factors, including limited availability of shipping capacity. Additionally, if further increases in fuel prices occur, our transportation costs would likely further increase.
During the year ended December 31, 2022, a $413,561 net realizable value adjustment was recorded due to the Club Car Discount (as defined below), spare inventory for the 411x was written off, net with the inventory reserve of $124,375, and $2,476,322 was expensed for impairment of inventory.
During the year ended December 31, 2022, a $413,561 net realizable value adjustment was recorded due to the Club Car Discount (as defined below), spare inventory for the 411x was written off, net with the inventory reserve of $124,375, and $2,476,322 was expensed for impairment of inventory. 45 Components of Results of Operations Revenue We derive revenue from the sale of our four-wheeled electric vehicles, and, to a lesser extent, shipping, parts and service fees.
General and Administrative Expense General and administrative expense consists primarily of employee compensation and related expenses for administrative functions including finance, legal, human resources and fees for third-party professional services, and allocated overhead.
General and Administrative Expense General and administrative expense consists primarily of employee compensation and related expenses for administrative functions including finance, legal, human resources and fees for third-party professional services, and allocated overhead. We expect our general and administrative expense to increase in absolute dollars as we continue to invest in growing our business.
We expect to lose our exclusive license under the Cenntro MLA, in which case Cenntro could sell identical or similar products through other companies or directly to our customers, which could have a material adverse effect on our results of operations and financial condition.
We expect to lose our exclusive license under the Cenntro MLA, in which case Cenntro could sell identical or similar products through other companies or directly to our customers, which could have a material adverse effect on our results of operations and financial condition. 42 The Vanish utilizes assemblies and products that largely eliminate our dependency on Chinese imports and optimize the supply chain to rely primarily upon North American and European sources.
For the fiscal year ended December 31, 2022, revenues from Club Car constituted approximately 100% of our revenues. In connection with the forthcoming introduction of the Vanish, we are reevaluating our channel strategy with an eye towards distributing our next-generation platform and payloads in a manner that maximizes visibility, moderates channel costs and creates value.
In connection with the termination of the MPA and the introduction of the Vanish, we are reevaluating our channel strategy with an eye towards distributing our next-generation platform and payloads in a manner that maximizes visibility, moderates channel costs, and creates value.
We have canceled all purchase orders and future builds with Cenntro and currently intend to only order replacement parts for vehicles from Cenntro in the future.
We have canceled all purchase orders and future builds with Cenntro and currently intend to only order replacement parts for vehicles from Cenntro in the future. Cenntro inventory remaining on hand as of December 31, 2023, was valued at $0.
We began design and development on the Vanish in December 2021, including updates to our supply chain, the offshoring/onshoring mix, our manufacturing strategy and our annual model year refresh program. We unveiled the first Vanish prototype in the fourth quarter of 2022.
We began design and development of the Vanish in December 2021, including updates to our supply chain, the offshoring/onshoring mix, our manufacturing strategy, and our annual model year refresh program. We commenced low-rate initial production of the Vanish in the second quarter of 2023 and commenced initial sales and delivery of the Vanish in the third quarter of 2023.
In connection with the strategic review, we canceled development of our planned next-generation three-wheeled high-speed vehicle. For the past several years, our primary supplier has been Cenntro Automotive Group, Ltd. (“Cenntro”), which operates a large electric vehicle factory in the automotive district in Hangzhou, China.
In connection with our strategic review, we have cancelled all material research and development activity and expenditures, associated with our planned next-generation three-wheeled high-speed vehicle. Our primary supplier was formerly Cenntro Automotive Group, Ltd. (“Cenntro”), which operates a large electric vehicle factory in the automotive district in Hangzhou, China.
These international distributors assist with import regulations, currency conversions and local language. Our vehicle product sales revenues vary from period to period based on, among other things, the customer orders received and our ability to produce and deliver the ordered products. Customers often specify requested delivery dates that coincide with their need for our vehicles.
Products are typically shipped to dealers or directly to end customers, or in some cases to our international distributors. These international distributors assist with import regulations, currency conversions and local language. Our vehicle product sales revenues vary from period to period based on, among other things, the customer orders received and our ability to produce and deliver the ordered products.
Marketing programs consist of advertising, tradeshows, events, corporate communications and brand-building activities. We expect sales and marketing expenses to increase modestly in absolute dollars as we expand our market segments addressed, refresh and expand our product lines, provide event support for our channel partners, and further develop potential sales channels.
Marketing programs consist of advertising, trade shows, events, corporate communications, and brand-building activities. We expect sales and marketing expense to increase in absolute dollars as we expand our sales force, expand our product lines, increase marketing resources, and further develop potential sales channels.
In addition, we could be impacted by shortages of other products or raw materials, including silicon chips that we or our suppliers use in the production of our vehicles or parts sourced for our vehicles.
In addition, we could be impacted by shortages of other products or raw materials, including silicon chips that we or our suppliers use in the production of our vehicles or parts sourced for our vehicles. The Vanish utilizes assemblies and products that largely eliminate our dependency on Chinese imports and optimize the supply chain to North American and European sources.
We are evaluating our relationship with Club Car and may seek to replace Club Car with new business partners for selling our products beginning with the Vanish. We do not expect Club Car to remain a customer going forward.
On April 4, 2023, AYRO Operating delivered notice of termination of the MPA to Club Car, and we intend to replace Club Car with new business partners for selling our products beginning with the Vanish. We do not expect Club Car to remain a customer going forward.
As a result of rising shipping costs, quality issues with certain components and persistent delays, we ceased production of the AYRO 411x from Cenntro in September 2022 in order to focus our resources on the development and launch of our model year 2023 refresh, the Vanish.
We ceased production of the 411x from Cenntro in September 2022 in order to focus our resources on the development and launch of the new 411 fleet vehicle model year 2023 refresh, the Vanish.
Cost of goods sold and gross loss Cost of goods sold increased by $1.27 million, or 26.6%, to $6.04 million for the year ended December 31, 2022, as compared to the year ended December 31, 2021.
Cost of goods sold and gross loss Cost of goods sold decreased by $909,510, or 15.0% or for the year ended December 31, 2023 as compared to the year ended December 31, 2022.
We imported semi-knocked-down vehicle kits from Cenntro for the AYRO 411x models comprising our model year 2022 lineup. The vehicle kits were received through shipping containers at the assembly facility of Karma Automotive LLC (“Karma”), our then-manufacturing partner, in southern California, as well as at our customization, service and integration facility in Round Rock, Texas.
The vehicle kits were received through shipping containers at the assembly facility of Karma Automotive LLC (“Karma”), our previous manufacturing partner in southern California, as well as at our customization, service and integration facility in Round Rock, Texas. The vehicles were then assembled with tailored customization requirements per order.
Based on the foregoing, management believes that the existing cash at December 31, 2022, will be sufficient to fund operations for at least the next twelve months following the date of this report.
Based on the foregoing, management believes that the existing cash and cash equivalents at December 31, 2023, will be sufficient to fund operations for at least the next twelve months following the date of this report. As discussed above, in connection with our strategic review we canceled development of our planned next-generation three-wheeled vehicle.
In addition to finding innovative and safe ways to deliver food and beverages to their patrons, reducing and ultimately eliminating their carbon footprint is a top priority for many of these customers. 42 Factors Affecting Results of Operations Master Procurement Agreement In March 2019, we entered into the MPA with Club Car.
In addition to finding innovative and safe ways to deliver food and beverages to their patrons, reducing and ultimately eliminating their carbon footprint is a top priority for many of these customers. On November 2, 2023, we entered into a supply agreement with Sirris Inc., a provider in motor vehicle parts for innovative vehicle types.
Additionally, if further increases in fuel prices occur, our transportation costs would likely further increase. 43 Supply Chain Beginning in the second quarter of 2021, we offered a configuration of our 411x powered by lithium-ion battery technology. Additionally, our powered food box offerings are currently powered by lithium-ion battery technology.
Supply Chain Beginning in the second quarter of 2021, we offered a configuration of our 411x powered by lithium-ion battery technology. Additionally, our powered food box offerings are currently powered by lithium-ion battery technology. Our business depends on the continued supply of battery cells and other parts for our vehicles.
Stock based compensation decreased by $0.2 million. Expenses related to consultants for professional marketing services decreased by $0.07 million. General and administrative expenses The majority of our operating losses from continuing operations resulted from general and administrative expenses. General and administrative expenses consist primarily of costs associated with our overall operations and with being a public company.
General and administrative expenses The majority of our operating losses from continuing operations resulted from general and administrative costs. General and administrative expenses consist primarily of costs associated with our overall operations and being a public company. These costs include personnel, legal and financial professional services, placement, storage, consulting, and compliance related fees.
In addition, we issued 555,004 shares of common stock from the exercise of stock options and received cash proceeds of $1.5 million. 49 Critical Accounting Estimates Our management’s discussion and analysis of our financial condition and results of operations is based on our consolidated financial statements, which have been prepared in accordance with U.S. Generally Accepted Accounting Principles (“GAAP”).
We received the Nasdaq Stockholder Approval at a special meeting of stockholders held on September 14, 2023. 52 Critical Accounting Estimates Our management’s discussion and analysis of our financial condition and results of operations is based on our consolidated financial statements, which have been prepared in accordance with U.S. generally accepted accounting principles (“GAAP”).
A port worker strike, work slow-down or other transportation disruption in domestic ports could significantly disrupt our business or that of our vendors. This has materially and adversely affected our business and financial results for the fiscal year ended December 31, 2022 and could continue to materially and adversely affect our business and financial results in 2023.
A port worker strike, work slow-down or other transportation disruption in domestic ports could significantly disrupt our business or that of our vendors.
Although we do not believe Cenntro’s termination of the Cenntro MLA is valid, we have determined to cease production of the AYRO 411x and focus our resources on the development and launch of the Vanish.
On May 31, 2022, we received a letter from Cenntro purporting to terminate all agreements and contracts between the Company and Cenntro. Although we do not believe Cenntro’s termination of the Cenntro MLA is valid, we have ceased production of the AYRO 411 Fleet models and determined to focus our resources on the Vanish.
Cenntro owns the design of the AYRO Club Car 411 and 411x (“AYRO 411 Fleet”) vehicles and has granted us an exclusive license to purchase the AYRO 411 Fleet vehicles for sale in North America. 40 Under our Manufacturing License Agreement with Cenntro (the “Cenntro MLA”), in order for us to maintain our exclusive territorial rights pursuant to the Cenntro MLA, we must meet certain minimum purchase requirements.
Manufacturing Agreement with Cenntro In 2017, AYRO Operating partnered with Cenntro in a supply chain agreement to provide sub-assembly manufacturing services. Cenntro owns the design of the AYRO Club Car 411 and 411x (“AYRO 411 Fleet”) vehicles and granted us an exclusive license to purchase the AYRO 411 Fleet vehicles for sale in North America.
The decrease in cash and working capital was primarily a result of our inventory write down and our operating loss, respectively. Our sources of cash since inception have been predominantly from the sale of equity and debt.
Our sources of cash since inception have been predominantly from the sale of equity and debt.
The increase in cost of goods sold was primarily due to a $1.32 million write-off of NCM inventory due to a 100% failure rate, and $0.62 million of Cenntro prepaid and accrued balances, as well as an increase in vehicles sales, and an increase in time-of-order options for our vehicles and specialty products.
The decrease in cost of goods sold was primarily due to a decrease in write downs to inventory year over year, a decrease in vehicle sales, and a decrease in time-of order options for our vehicles and specialty products.
Provided that all other revenue recognition criteria have been met, we typically recognize revenue upon shipment, as title and risk of loss are transferred to customers and channel partners at that time. Products are typically shipped to dealers or directly to end customers, or in some cases to our international distributors.
In the past we also derived rental revenue from vehicle revenue sharing agreements with tourist destination fleet operators, and, to a lesser extent, shipping, parts and service fees. Provided that all other revenue recognition criteria have been met, we typically recognize revenue upon shipment, as title and risk of loss are transferred to customers and channel partners at that time.
Provision for Income Taxes Provision for income taxes consists of estimated income taxes due to the United States government and to the state tax authorities in jurisdictions in which we conduct business. In the case of a tax deferred asset, we reserve the entire value for future periods.
Other Income (Expense) Other income (expense) consists primarily of interest income, unrealized gain/loss on marketable securities and changes in fair values of warrants and derivative liabilities. Provision for Income Taxes Provision for income taxes consists of estimated income taxes due to the United States government and to the state tax authorities in jurisdictions in which we conduct business.
The company recorded a $0.41 million net realizable value adjustment due to the Club Car discount. Gross margin percentage was (102.1)% for the year ended December 31, 2022, as compared to (77.9)% for the year ended December 31, 2021.
Gross margin percentage was (929.0)% for the year ended December 31, 2023 as compared to (102.1)% for the year ended December 31, 2022. The increase in gross margin percentage in the core business was primarily due to decrease in sales of Club Car.
Sales and marketing expense Sales and marketing expense decreased by $0.54 million, or 22.5%, for the year ended December 31, 2022, as compared to the year ended December 31, 2021, as we reduced the cost of marketing-related initiatives surrounding the Vanish. Salaries and related expenses decreased by $0.12 due to the restructuring of our sales and marketing resources.
The increase was primarily due to an increase of research and development (“R&D”) expenses associated with Vanish. Sales and marketing expense Sales and marketing expense decreased by $153,467, or 8.2%, for the year ended December 31, 2023, as compared to the year ended December 31, 2022, as we continued our focus on marketing-related initiatives surrounding the Vanish.
Investing Activities During the year ended December 31, 2022, we used cash of $11.34 million in investing activities, as compared to $0.6 million cash used in investing activities during 2021, an increase of $10.73 million. The net increase was primarily due to our investment in marketable securities.
The net increase was primarily due to the proceeds from sale of marketable securities, net. 50 Financing Activities During the year ended December 31, 2023, financing activities provided cash of $21,632,156, an increase of 100% as compared to the year ended December 31, 2022.
The decrease in gross margin percentage was primarily due to the write-off of NCM inventory, the write down of Cenntro balances, and the issuance of credit memos in connection with the Club Car Discount, and the corresponding net realizable value adjustment. 46 Research and development expenses Research and development expense was $6.85 million for the year ended December 31, 2022, as compared to $11.45 million for the year ended December 31, 2021, a decrease of $4.6 million, or 41%.
During the year ended December 31, 2023 and 2022, a $3,048,485 net realizable value adjustment was recorded related to the Vanish product and 411x and a $2,476,322 net realizable value adjustment was recorded due to the Club Car Discount and write-off of NCM inventory and the write down of Cenntro balances, respectively. 48 Research and development expenses Research and development expense was $7,418,026 for the year ended December 31, 2023, as compared to $6,845,451 for the year ended December 31, 2022, an increase of $572,575, or 8.4%.
In December of 2022 we completed pre-production on the new 411 fleet vehicle model refresh, the Vanish. 48 Summary of Cash Flows The following table summarizes our cash flows: Years Ended December 31, 2022 2021 Cash Flows: Net cash used in operating activities $ (18,728,643 ) $ (26,631,485 ) Net cash used in investing activities $ (11,335,261 ) $ (600,363 ) Net cash provided by financing activities $ - $ 59,855,217 Operating Activities During the year ended December 31, 2022, we used $18.73 million in cash in operating activities, a decrease of $7.90 million compared to cash used in operating activities of $26.63 million during the same period in 2021.
Summary of Cash Flows The following table summarizes our cash flows: Years Ended December 31, 2023 2022 Cash Flows: Net cash used in operating activities $ (26,181,465 ) $ (18,728,643 ) Net cash provided by (used in) investing activities $ 8,893,614 $ (11,335,261 ) Net cash provided by financing activities $ 21,632,156 $ — Operating Activities During the year ended December 31, 2023, we used $26,181,465 in cash from operating activities, an increase in use of $7,452,822 when compared to the cash used in operating activities of $18,728,643 during the year ended December 31, 2022.
The increase in revenue was the result of an increase in volume of sales of our vehicles, powered-food box sales and other vehicle options for the year ended December 31, 2022.
The decrease in revenue was the result of the reduction in sales of our vehicles, deriving from the wind down of our Master Agreement with Club Car, related powered-food box sales and other vehicle options.
The pandemic adversely impacted our sales and the demand for our products in 2021 and 2022. Tariffs Countervailing tariffs on certain goods from China continued to have an adverse impact on raw material costs throughout 2021 and 2022.
We do not expect Club Car to remain a customer going forward. 44 Tariffs Countervailing tariffs on certain goods from China continued to have an adverse impact on raw material costs throughout 2022.
Revenue was reduced by $0.13 million as a result of the Club Car Discount for the year ended December 31, 2022. 44 Cost of Goods Sold Cost of goods sold primarily consists of costs of materials and personnel costs associated with manufacturing operations, and an accrual for post-sale warranty claims. Personnel costs consist of wages and associated taxes and benefits.
Additionally, order patterns do not necessarily correlate amongst customers. Cost of Goods Sold Cost of goods sold primarily consists of costs of materials and personnel costs associated with manufacturing operations, and an accrual for post-sale warranty claims. Personnel costs consist of wages and associated taxes and benefits. Cost of goods sold also includes freight and changes to our warranty reserves.
Master Procurement Agreement with Club Car In March 2019, we entered into a five-year Master Procurement Agreement (the “MPA”) with Club Car for the sale of our four-wheeled vehicles. The MPA grants Club Car the exclusive right to sell our four-wheeled vehicles in North America, provided that Club Car orders at least 500 vehicles per year.
The MPA granted Club Car the exclusive right to sell the AYRO 411 Fleet in North America, provided that Club Car ordered at least 500 vehicles per year. Club Car did not meet this volume threshold for 2020, 2021 or 2022.